{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a370f4a9-0562-440f-9643-0faf3911f3c4",
   "metadata": {},
   "source": [
    "# **2.1 销量-时间变化的描述**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a01f2b75-7191-4905-ae07-2bcdaa51c6de",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif']=['SimHei']#显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "order = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_order_items_dataset.csv')\n",
    "deliver  = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_orders_dataset.csv')\n",
    "order1=order.groupby(by='order_id').agg({'order_item_id':'sum','shipping_limit_date':'first'}).reset_index()\n",
    "pay = pd.read_csv('C:/Users/10528/Desktop/Projects/Brazilian E-Commerce Public Dataset by Olist/olist_order_payments_dataset.csv')\n",
    "pay1 = pay.groupby(by = 'order_id').agg({'payment_value':'sum', 'payment_type':'first'}).reset_index()\n",
    "deliver_happened = deliver[~((deliver.order_status == 'canceled')|(deliver.order_status == 'unavailable'))]\n",
    "order2 = order1.merge(right = pay1,left_on = 'order_id',right_on = 'order_id')\\\n",
    "    .merge(right = deliver_happened,left_on = 'order_id',right_on = 'order_id')\n",
    "order2['shipping_limit_date'] = pd.to_datetime(order2.shipping_limit_date)\n",
    "order2['ordermonth'] = order2.shipping_limit_date.values.astype('datetime64[M]')\n",
    "order2=order2[(order2.ordermonth>'2016-12-31')&(order2.ordermonth<'2018-08-02')]\n",
    "#必要数据的读取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "44444288-ab6a-4246-b5b8-43d967c91cc1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "order2['shipping_limit_date'] = pd.to_datetime(order2.shipping_limit_date)\n",
    "order2['ordermonth'] = order2.shipping_limit_date.values.astype('datetime64[M]')\n",
    "order2=order2[(order2.ordermonth>'2016-12-31')&(order2.ordermonth<'2018-08-02')]\n",
    "plt.subplot(221)#将画布划分为 2 行 2 列的子图网格，并指定当前操作的子图位置，第 1 行第 1 列的子图（左上）。\n",
    "order2.groupby(\"ordermonth\").order_item_id.sum().plot(title='月销量-时间')\n",
    "plt.subplot(222)#第 1 行第 2 列的子图（右上）\n",
    "order2.groupby(\"ordermonth\").payment_value.sum().plot(title='月总销售额-时间')\n",
    "plt.subplot(212)#第 2 行的跨列子图（占据整行）\n",
    "huanbi=order2.groupby(\"ordermonth\").payment_value.sum().reset_index()\n",
    "huanbi['huanbi']=huanbi.payment_value.diff(1).fillna(0)/huanbi.payment_value.shift(1)\n",
    "plt.title('销售额环比随时间变化')\n",
    "plt.plot(huanbi.ordermonth,huanbi.huanbi)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8a7d9ff-f2c8-4b27-b099-243640d00bde",
   "metadata": {},
   "source": [
    "**结论：**\n",
    "\n",
    "**1. 销售额/订单数随时间变化基本一致；**\n",
    "\n",
    "**2. 趋势：销售额呈现明显的快速上升趋势 。2017年销售额上涨幅度巨大,整体2017年12月销售额相比2017年1月翻了11倍。而且全年只有两个月销量下降，分别为4月和6月；**\n",
    "\n",
    "**3. 季节性和节日：由环比随时间变化易看出销售额呈季节性波动。2-3月有狂欢节，6月有巴西情人节，11月黑五，12月圣诞节，当月销量都会上升，由于消费者选择集中在节日消费，故与节日相关的前一个月与后一个月的销售额均有下降。**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "ec2e8e0d-61cd-46ff-a8aa-5245f67e8056",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    97826.000000\n",
      "mean       160.183122\n",
      "std        219.109106\n",
      "min          9.590000\n",
      "25%         61.992500\n",
      "50%        105.280000\n",
      "75%        176.700000\n",
      "max      13664.080000\n",
      "Name: payment_value, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "plt.subplot(221)\n",
    "plt.title('月总消费人数-时间')\n",
    "order2.groupby('ordermonth')['customer_id'].apply(lambda x:x.drop_duplicates().count()).plot()\n",
    "plt.subplot(222)\n",
    "plt.title('笔单价-时间')\n",
    "order2.groupby('ordermonth')['payment_value'].mean().plot()\n",
    "plt.subplot(223)\n",
    "plt.title('笔单价分布')\n",
    "sns.boxplot(data = order2.payment_value)\n",
    "plt.subplot(224)\n",
    "plt.title('小于160笔单价分布')\n",
    "sns.boxplot(data = order2.payment_value[order2.payment_value<160])\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "print(order2['payment_value'].describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fab7e514-9f13-4512-910a-e0dadc82e4c2",
   "metadata": {},
   "source": [
    "**结论：**\n",
    "\n",
    "**1. 97826个订单，支付单价最高为13664元，最低为9.6元，平均支付单价为160元。标准差为219，价格数据相差较大。**\n",
    "\n",
    "**2. 75%的订单支付价格在[0,177]以内，鉴于笔单价变化较小，销售额下降主要原因还是月消费人数下降。**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7abf3724-df6d-404d-be88-7908b27ab0ad",
   "metadata": {},
   "source": [
    "# **2.2 销量预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5a3f6a0a-220b-4cb6-acfc-80481f1192e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from prophet import Prophet\n",
    "#引入时间序列预测模型Prophet\n",
    "order2['orderdate'] = order2.shipping_limit_date.values.astype('datetime64[D]')\n",
    "#将下单时间格式转化为天\n",
    "order2=order2[(order2.orderdate>'2016-12-31')&(order2.orderdate<'2018-08-02')]\n",
    "m = Prophet()\n",
    "#引入预测模型\n",
    "df=order2.groupby('orderdate').payment_value.sum().reset_index()\n",
    "df.columns=['ds','y']\n",
    "#定义df，列为月份和月份总销售额\n",
    "Blackfriday = pd.DataFrame({\n",
    "    'holiday':'Blackfriday',\n",
    "    'ds': pd.to_datetime(['2017-11-24','2018-11-23']),\n",
    "    'lower_window': 0, #该节日“前几天”是否也有影响（如提前促销）\n",
    "    'upper_window': 7 #该节日“前几天”是否也有影响（如提前促销）\n",
    "})\n",
    "Carnival = pd.DataFrame({\n",
    "    'holiday':'Carnival',\n",
    "    'ds': pd.to_datetime(['2017-02-24','2018-02-09']),\n",
    "    'lower_window': 0, #该节日“前几天”是否也有影响（如提前促销）\n",
    "    'upper_window': 7, #该节日“前几天”是否也有影响（如提前促销）\n",
    "})\n",
    "Valentine=pd.DataFrame({\n",
    "  'holiday': 'Valentine',\n",
    "  'ds': pd.to_datetime(['2017-06-12', '2018-06-12']),\n",
    "  'lower_window': 0,\n",
    "  'upper_window': 0,\n",
    "})\n",
    "Christmas=pd.DataFrame({\n",
    "  'holiday': 'Christmas',\n",
    "  'ds': pd.to_datetime(['2017-12-25', '2018-12-25']),\n",
    "  'lower_window':-1,\n",
    "  'upper_window': 0,\n",
    "})\n",
    "holidays = pd.concat((Blackfriday, Carnival,Christmas,Valentine))\n",
    "#合并四个节假日"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "295b43a5-659b-4954-a526-0973712a275c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "16:32:28 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:32:28 - cmdstanpy - INFO - Chain [1] done processing\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 900x900 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = Prophet(\n",
    "    holidays=holidays,\n",
    "    seasonality_mode='multiplicative',  # 销量常乘节日效果\n",
    ")\n",
    "#初始化Prophet模式\n",
    "m.fit(df) \n",
    "#训练模型\n",
    "future = m.make_future_dataframe(periods = 150) \n",
    "#生成未来预测时间段\n",
    "forecast = m.predict(future)\n",
    "#预测销售额\n",
    "m.plot(forecast)\n",
    "plt.title(\"销售额预测趋势（含节假日）\")\n",
    "plt.show()\n",
    "m.plot_components(forecast)\n",
    "#组件图（趋势 + 周期 + 节日 分析）\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9705b99f-aba8-47f9-a5c1-5167a2d3118e",
   "metadata": {},
   "source": [
    "### **预测模型时间序列分解为季节性、趋势和节假日，并对其进行建模求解。其中节假日采用乘法模型，其余使用加法模型。**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d60bbf9f-8778-453f-afe2-b7e8cc65f165",
   "metadata": {},
   "source": [
    "### **交叉验证**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "d1b5cb5f-b90b-41a4-836b-715d99f6bd84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "38461bc773804cb1b928647d7244738c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/12 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "16:44:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:42 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:42 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:43 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:44 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] done processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] start processing\n",
      "16:44:45 - cmdstanpy - INFO - Chain [1] done processing\n",
      "D:\\Anaconda\\Lib\\site-packages\\prophet\\plot.py:546: FutureWarning: Series.view is deprecated and will be removed in a future version. Use ``astype`` as an alternative to change the dtype.\n",
      "  x_plt = df_none['horizon'].astype('timedelta64[ns]').view(np.int64) / float(dt_conversions[i])\n",
      "D:\\Anaconda\\Lib\\site-packages\\prophet\\plot.py:547: FutureWarning: Series.view is deprecated and will be removed in a future version. Use ``astype`` as an alternative to change the dtype.\n",
      "  x_plt_h = df_h['horizon'].astype('timedelta64[ns]').view(np.int64) / float(dt_conversions[i])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "平均MAPE: 1.83%\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from prophet.diagnostics import cross_validation\n",
    "#引入交叉验证方法，验证预测模型的准确性\n",
    "df_cv = cross_validation(m, initial='360 days', period='15 days', horizon = '30 days')\n",
    "#初始化交叉验证方法，initial为起始训练长度，period每轮滚动步长，horizon是预测未来时间段\n",
    "from prophet.diagnostics import performance_metrics\n",
    "df_p = performance_metrics(df_cv)\n",
    "print(f\"平均MAPE: {df_p['mape'].mean():.2f}%\")\n",
    "from prophet.plot import plot_cross_validation_metric\n",
    "fig = plot_cross_validation_metric(df_cv, metric='mape')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd804868-405f-4278-b0be-b0be9252eaaa",
   "metadata": {},
   "source": [
    "**交叉验证方法输出的mape(平均百分比误差)值为1.83%，预测模型效果较佳。**\n",
    "\n",
    "**结论：预测模型从三个方面进行预测，分别为趋势、节假日和周期。首先，趋势根据过去一年Olist平台的GMV数据进行预测，度过客户人数增长爆发期后，每月下单人数逐渐趋于稳定；**\n",
    "\n",
    "**其次，四个节假日前夕用客户单人数显著增长，并迅速恢复至正常水平。最后，以周为单位，每逢周四订单量有显著提高，并于周五回归正常水平，可能是因为周末商家不发货原因导致。**"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
